Demonstration of a MLOps workflow with a Human Activity Recognition project.
Used architecture :
- https://docs.databricks.com/repos.html#best-practices-for-integrating-repos-with-cicd-workflows
- https://databricks.com/blog/2020/01/16/automate-deployment-and-testing-with-databricks-notebook-mlflow.html
- https://databricks.com/blog/2017/10/30/continuous-integration-continuous-delivery-databricks.html
- https://databricks.com/blog/2021/03/18/tensor-input-now-supported-in-mlflow.html
- https://databricks.com/blog/2019/02/04/introducing-delta-time-travel-for-large-scale-data-lakes.html
- https://databricks.com/session_na20/productionalizing-models-through-ci-cd-design-with-mlflow
- https://databricks.com/blog/2021/09/20/part-1-implementing-ci-cd-on-databricks-using-databricks-notebooks-and-azure-devops.html